Getting Runtime Error

[guruprasaad123]

I tried to run this notebook to experiment with this notebook, when i ran RNN Model it's throwing this error.

Model: "sequential_11"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
gru_11 (GRU)                 (None, 21, 256)           198144    
_________________________________________________________________
time_distributed_21 (TimeDis (None, 21, 1024)          263168    
_________________________________________________________________
dropout_11 (Dropout)         (None, 21, 1024)          0         
_________________________________________________________________
time_distributed_22 (TimeDis (None, 21, 344)           352600    
=================================================================
Total params: 813,912
Trainable params: 813,912
Non-trainable params: 0
_________________________________________________________________
None
Train on 110288 samples, validate on 27573 samples
Epoch 1/10
109568/110288 [============================>.] - ETA: 1s - loss: 1.9333 - accuracy: 0.5429
---------------------------------------------------------------------------
InvalidArgumentError                      Traceback (most recent call last)
<ipython-input-36-946c09339cb0> in <module>()
     46 print(simple_rnn_model.summary())
     47 
---> 48 simple_rnn_model.fit(tmp_x, preproc_french_sentences, batch_size=1024, epochs=10, validation_split=0.2)
     49 
     50 # Print prediction(s)

/home/buckaroo/.local/lib/python3.7/site-packages/keras/engine/training.py in fit(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)
   1237                                         steps_per_epoch=steps_per_epoch,
   1238                                         validation_steps=validation_steps,
-> 1239                                         validation_freq=validation_freq)
   1240 
   1241     def evaluate(self,

/home/buckaroo/.local/lib/python3.7/site-packages/keras/engine/training_arrays.py in fit_loop(model, fit_function, fit_inputs, out_labels, batch_size, epochs, verbose, callbacks, val_function, val_inputs, shuffle, initial_epoch, steps_per_epoch, validation_steps, validation_freq)
    208                                          batch_size=batch_size,
    209                                          callbacks=callbacks,
--> 210                                          verbose=0)
    211                     val_outs = to_list(val_outs)
    212                     # Same labels assumed.

/home/buckaroo/.local/lib/python3.7/site-packages/keras/engine/training_arrays.py in test_loop(model, f, ins, batch_size, verbose, steps, callbacks)
    447             batch_logs = {'batch': batch_index, 'size': len(batch_ids)}
    448             callbacks._call_batch_hook('test', 'begin', batch_index, batch_logs)
--> 449             batch_outs = f(ins_batch)
    450             if isinstance(batch_outs, list):
    451                 if batch_index == 0:

/home/buckaroo/.local/lib/python3.7/site-packages/tensorflow/python/keras/backend.py in __call__(self, inputs)
   3290 
   3291     fetched = self._callable_fn(*array_vals,
-> 3292                                 run_metadata=self.run_metadata)
   3293     self._call_fetch_callbacks(fetched[-len(self._fetches):])
   3294     output_structure = nest.pack_sequence_as(

/home/buckaroo/.local/lib/python3.7/site-packages/tensorflow/python/client/session.py in __call__(self, *args, **kwargs)
   1456         ret = tf_session.TF_SessionRunCallable(self._session._session,
   1457                                                self._handle, args,
-> 1458                                                run_metadata_ptr)
   1459         if run_metadata:
   1460           proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)

InvalidArgumentError: Received a label value of 344 which is outside the valid range of [0, 344).  Label values: 7 88 1 64 16 13 14 5 7 83 1 40 13 14 0 0 0 0 0 0 0 11 30 1 67 15 25 22 47 6 3 1 58 69 2 56 0 0 0 0 0 0 62 1 92 2 41 5 3 1 9 21 26 11 24 0 0 0 0 0 0 0 0 7 33 1 9 7 102 2 51 5 3 1 18 2 45 0 0 0 0 0 0 0 29 1 65 37 11 44 6 3 1 9 21 2 52 0 0 0 0 0 0 0 0 10 38 1 20 16 17 13 5 10 82 1 20 13 17 0 0 0 0 0 0 0 36 1 12 67 37 11 46 5 3 1 18 2 44 0 0 0 0 0 0 0 0 27 145 7 97 134 154 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 113 115 184 110 176 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 94 4 28 4 73 6 4 78 0 0 0 0 0 0 0 0 0 0 0 0 11 30 1 19 15 25 79 56 5 3 1 68 2 41 0 0 0 0 0 0 0 3 55 4 72 4 28 76 6 4 28 0 0 0 0 0 0 0 0 0 0 0 3 55 4 78 4 74 6 4 73 0 0 0 0 0 0 0 0 0 0 0 0 3 55 4 28 4 70 6 4 72 0 0 0 0 0 0 0 0 0 0 0 0 11 30 1 12 57 15 25 22 45 6 3 1 12 18 2 47 0 0 0 0 0 4 32 31 1 8 68 15 25 22 47 5 3 1 8 21 2 41 0 0 0 0 10 82 1 61 16 17 5 7 86 1 40 93 0 0 0 0 0 0 0 0 0 10 85 1 20 16 17 13 5 7 83 1 61 13 17 0 0 0 0 0 0 0 10 38 1 40 16 17 5 7 89 1 39 17 0 0 0 0 0 0 0 0 0 62 1 12 63 2 41 5 3 1 8 60 26 11 24 0 0 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0 84 1 40 16 13 14 5 7 86 27 1 13 14 0 0 0 0 0 0 0 0 3 100 4 73 4 159 6 4 75 0 0 0 0 0 0 0 0 0 0 0 0 3 1 198 22 164 2 186 187 0 0 0 0 0 0 0 0 0 0 0 0 0 4 32 31 1 9 22 102 15 25 22 47 5 3 1 8 66 15 42 0 0 0
	 [[{{node loss_10/time_distributed_22_loss/sparse_categorical_crossentropy/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits}}]]`

can you help me out on this error.
Thanks in Advance.

[Vikneshwar-GK]

Hi Guruprasad. I ran into the same error yesterday and i debugged by changing the no. of neurons in the final dense layer from french_vocab_size to french_vocab_size + 1. Hope this helps :)

[guruprasaad123]

thanks for replying back with a fix ,
I will check that .
@Vikneshwar-GK